Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "27"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 27 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 97 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 95 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 27, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459914 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.021660 12.476641 11.185783 11.554669 8.762721 9.298252 7.208042 6.780571 0.0368 0.0412 0.0050 nan nan
2459913 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.180321 12.431157 9.388751 9.870104 9.130970 9.287308 7.319971 3.198088 0.0357 0.0396 0.0048 nan nan
2459912 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.345240 10.547636 8.308421 8.993132 8.763587 8.051737 2.449178 2.084494 0.0347 0.0391 0.0037 nan nan
2459911 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.123839 9.946781 8.861420 9.373746 8.677943 7.403630 1.353559 0.614316 0.0329 0.0373 0.0040 nan nan
2459910 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.214124 10.268239 8.828343 9.322362 8.837815 7.762423 1.268361 0.628741 0.0324 0.0368 0.0040 nan nan
2459909 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.792057 10.657556 8.579835 9.108964 7.571213 6.372534 2.240787 1.324582 0.0320 0.0362 0.0040 nan nan
2459908 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.166041 11.359317 8.252662 8.823299 6.449466 5.742962 2.621040 1.787478 0.0329 0.0375 0.0043 nan nan
2459907 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.267496 11.466890 8.855019 9.481278 6.989580 6.233230 2.417900 1.829476 0.0356 0.0405 0.0049 nan nan
2459906 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.142314 11.550807 9.339703 9.899271 8.071076 8.514249 2.754086 2.427538 0.0320 0.0367 0.0049 nan nan
2459905 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.954942 10.716376 9.132832 9.567485 12.487285 13.513489 2.099581 1.421388 0.0309 0.0348 0.0042 nan nan
2459904 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.514527 10.847497 10.001265 10.548749 9.112210 10.245355 4.693718 3.427552 0.0311 0.0354 0.0045 nan nan
2459903 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.259875 11.527159 9.811121 10.310401 7.271477 7.946013 4.785770 3.722354 0.0316 0.0360 0.0047 nan nan
2459902 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.732014 12.871236 10.334263 10.690382 7.926886 8.299919 2.581246 1.689264 0.0343 0.0387 0.0046 nan nan
2459901 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.825633 13.027312 9.208897 9.717517 7.278014 7.289047 2.569880 1.954608 0.0366 0.0411 0.0048 nan nan
2459900 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.729643 13.443399 9.677609 10.261509 9.225999 7.876621 2.398837 1.823300 0.0335 0.0381 0.0047 nan nan
2459898 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.485339 10.846931 9.182903 9.730693 8.285359 9.343693 3.737157 2.878513 0.0328 0.0375 0.0051 nan nan
2459897 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.192438 10.634915 9.204823 9.955516 9.550129 10.072616 3.423811 2.906070 0.0317 0.0356 0.0045 nan nan
2459896 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.613195 10.762146 9.485279 10.026038 9.965371 10.965621 2.514390 1.816094 0.0325 0.0368 0.0047 nan nan
2459895 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.893292 13.256310 12.315953 12.592950 10.313147 11.099606 6.125321 5.594657 0.0330 0.0367 0.0044 nan nan
2459894 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.927041 12.572900 8.400131 9.054927 9.886269 10.569973 3.312180 2.339093 0.0335 0.0373 0.0041 nan nan
2459893 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.355796 13.030773 8.953505 9.589987 8.182683 9.224261 4.522250 3.382243 0.0332 0.0377 0.0048 nan nan
2459892 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.518862 12.802172 10.519699 11.108734 6.778550 7.161582 3.622376 2.485464 0.0362 0.0412 0.0052 nan nan
2459891 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.244655 11.820144 10.313926 11.063135 8.531745 10.284394 2.781298 2.156535 0.0325 0.0373 0.0048 nan nan
2459890 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.789078 11.980169 12.764647 13.195513 8.238791 9.149557 1.528622 0.761464 0.0318 0.0360 0.0043 nan nan
2459889 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.065351 13.600295 9.905650 10.661620 11.145932 12.977859 4.499778 3.410342 0.0340 0.0388 0.0049 nan nan
2459888 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.110384 11.354313 11.942487 12.414658 9.905820 11.781581 2.903911 2.628182 0.0336 0.0385 0.0049 nan nan
2459887 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.795751 12.113581 12.092436 12.310925 7.440636 10.308091 2.343958 1.879501 0.0339 0.0386 0.0048 nan nan
2459886 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.358327 16.537054 10.528615 10.830467 6.453503 8.086614 2.728793 2.162088 0.0369 0.0415 0.0047 nan nan
2459885 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.792130 20.038047 61.943453 62.568348 14.079860 19.304722 17.083091 11.784836 0.0328 0.0371 0.0045 nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.302135 11.372805 11.617892 12.046579 7.936628 9.828826 2.432357 1.618538 0.0320 0.0361 0.0047 nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.649496 16.076763 56.036657 56.429273 7.912839 10.770802 7.081630 5.852039 0.0333 0.0377 0.0048 nan nan
2459882 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 24.331899 26.127096 62.431367 63.385246 11.224834 15.200050 3.383645 2.594479 0.0346 0.0392 0.0049 nan nan
2459881 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.670539 14.951524 71.318040 72.125314 22.086693 30.530178 10.373604 16.491416 0.0323 0.0374 0.0053 nan nan
2459880 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.660850 18.182261 59.085587 59.295204 6.828102 9.210042 3.509144 2.133976 0.0321 0.0363 0.0044 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.610332 9.558395 10.407392 10.796323 1.399273 1.943859 3.281331 2.121880 0.0320 0.0370 0.0052 nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.066285 16.248589 71.583207 71.739208 11.608195 15.703872 10.648204 7.667773 0.0346 0.0394 0.0049 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.115132 18.363346 51.464380 52.601544 29.851168 44.071616 9.242685 6.790639 0.0347 0.0395 0.0029 nan nan
2459875 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.888178 19.612655 67.382785 68.293474 13.299165 20.664119 4.780793 9.037249 0.0339 0.0386 0.0029 nan nan
2459874 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 25.453848 27.610930 35.136938 35.910771 18.180258 27.492813 6.883288 4.748040 0.0335 0.0382 0.0030 nan nan
2459873 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.115791 20.503286 45.416372 46.346713 7.320063 11.220437 3.104200 2.391139 0.0347 0.0392 0.0026 nan nan
2459872 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.656437 18.255533 58.209717 59.456149 20.196889 31.466069 4.558123 2.724159 0.0313 0.0351 0.0027 nan nan
2459871 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.352441 14.943227 62.806353 63.562244 18.112785 26.027818 2.654846 1.437777 0.0323 0.0366 0.0027 nan nan
2459870 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.692270 24.695852 47.307958 48.018061 10.675261 17.962272 6.216236 4.394597 0.0328 0.0374 0.0028 nan nan
2459869 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.567864 22.716616 71.548779 72.234008 10.827541 17.146143 7.113676 4.419824 0.0330 0.0378 0.0032 nan nan
2459867 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.287390 16.268004 56.171782 57.155996 5.785917 9.947092 4.874449 2.728143 0.0336 0.0384 0.0026 nan nan
2459866 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.569230 18.538622 52.946047 54.072914 6.383088 11.092462 2.030676 0.996569 0.0364 0.0405 0.0023 nan nan
2459865 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.146644 20.487109 64.267410 65.768370 15.674992 24.015627 15.624123 12.944328 0.0311 0.0353 0.0028 nan nan
2459864 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.173891 25.335116 25.720811 26.875567 8.212510 13.407343 7.471831 5.236178 0.0321 0.0364 0.0027 nan nan
2459863 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.289680 15.135765 8.135319 8.673051 2.993093 5.123289 3.384591 2.173018 0.0323 0.0368 0.0026 nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.126242 11.399989 8.214404 8.919202 2.560982 3.246567 3.030764 1.809333 0.0317 0.0362 0.0027 nan nan
2459860 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.203099 12.674631 24.698381 25.828504 14.636747 21.689875 2.772348 1.639251 0.0322 0.0368 0.0029 nan nan
2459859 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.280548 10.724855 8.896546 9.601603 2.220640 2.821731 1.604861 0.899183 0.0331 0.0376 0.0028 nan nan
2459858 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.050477 11.343802 9.197338 9.833530 2.312605 2.962749 3.052500 1.855558 0.0326 0.0369 0.0025 1.169155 1.168722
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.712056 6.873749 1.531775 1.321761 2.786467 1.963027 9.287358 6.511132 0.0246 0.0337 0.0019 nan nan
2459856 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.058156 17.292991 23.239946 24.197006 6.625330 12.213832 4.307278 3.073892 0.0342 0.0373 0.0022 1.182401 1.180770
2459855 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.705515 16.930971 24.263714 25.006081 2.830816 4.301543 2.198011 1.275511 0.0333 0.0383 0.0027 1.188368 1.189827
2459854 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.767442 15.233307 18.597212 19.076985 3.908590 4.230887 3.853944 3.059565 0.0334 0.0388 0.0028 1.152920 1.154569
2459853 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.212253 15.176127 25.248663 26.476085 6.952807 10.938813 4.808046 3.236273 0.0345 0.0393 0.0029 1.144976 1.146116
2459852 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.021063 15.740823 26.019528 27.634721 15.599037 19.820341 16.795790 16.529423 0.0311 0.0343 0.0021 1.137551 1.136841
2459851 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.228462 20.579512 26.745315 29.618616 21.499591 43.587859 14.565824 20.798783 0.0400 0.0551 0.0096 1.163867 1.165284
2459850 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.546537 18.097178 23.132160 24.646587 10.286407 19.889373 8.066273 16.321466 0.0323 0.0395 0.0047 1.153546 1.153224
2459849 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.671984 16.478365 46.733403 48.761275 7.089812 12.941313 5.273014 5.611307 0.0335 0.0382 0.0031 1.161681 1.162895
2459848 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.306326 14.717083 29.978778 31.764530 14.383942 21.828349 3.947988 3.564457 0.0343 0.0392 0.0031 1.173852 1.172035
2459847 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.335704 17.095889 27.950564 29.952887 21.944350 28.349798 1.963570 1.107990 0.0310 0.0353 0.0027 1.173531 1.173221
2459846 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.004090 25.827178 33.907271 34.969813 21.584638 20.987600 5.503814 4.284333 0.0322 0.0364 0.0043 1.180922 1.168729
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.962860 18.824379 39.725526 41.055111 10.152963 16.619516 2.930332 1.500911 0.0381 0.0439 0.0037 1.174519 1.225737
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.141155 16.278850 6.579364 6.701280 2.851572 3.036631 12.691107 8.547926 0.0244 0.0402 0.0031 nan nan
2459843 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.540563 18.774093 19.300034 20.280510 64.466762 71.101993 2.947827 2.102283 0.0338 0.0401 0.0039 1.240236 1.238062
2459842 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.285105 12.913068 8.925461 9.910797 -0.002358 -0.556612 1.565102 1.186498 0.0319 0.0371 0.0042 1.330050 1.312261
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.176609 16.670217 4.615826 4.621565 4.917992 5.364263 10.198939 7.635722 0.0245 0.0359 0.0035 nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.396144 2.605048 0.025032 -0.797913 3.519174 2.654022 9.372518 4.795947 0.0235 0.0242 0.0007 nan nan
2459839 RF_maintenance 100.00% - - - - - 0.198574 0.742902 -0.154074 -0.947548 1.736907 0.638160 11.884398 5.857192 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.332220 20.202762 22.511192 23.562570 19.904382 29.840797 3.433787 2.599711 0.0400 0.0447 0.0034 1.334371 1.336256
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0347 0.0356 0.0006 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.255009 2.476446 2.327024 2.612209 0.597191 0.596385 1.563059 0.106871 0.0343 0.0357 0.0006 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.771018 5.942544 3.321429 3.222468 4.853202 3.662200 12.015070 8.876617 0.0376 0.0396 0.0020 nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.983481 35.228902 25.165381 26.003809 13.836966 11.574374 3.489348 1.912456 0.0366 0.0399 0.0021 1.206198 1.216741
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.348503 0.007238 -0.302542 -1.010644 1.488033 0.898940 7.974624 4.233333 0.0451 0.0483 0.0021 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 32.325830 34.343733 35.891200 36.981507 39.895369 35.942979 7.056712 4.775750 0.0370 0.0394 0.0022 1.315233 1.298765
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.717577 33.899539 29.288380 30.220037 28.785888 31.822004 9.946328 7.080164 0.0392 0.0432 0.0024 1.116852 1.112361
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.348217 28.808751 31.548592 32.333994 36.695343 33.153678 14.655764 11.852638 0.0388 0.0430 0.0029 1.280716 1.288200
2459827 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.422638 25.944644 35.551540 36.812062 24.645816 26.118563 1.862758 0.982565 0.0377 0.0412 0.0023 1.279685 1.282330
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.842043 26.194913 39.837316 40.659172 48.982357 45.024101 8.891619 7.124562 0.0390 0.0425 0.0023 1.339972 1.358363
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.657832 29.300466 31.717204 32.356343 27.707591 25.630320 1.634395 1.276432 0.0390 0.0436 0.0028 1.214378 1.192395
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.856355 19.879022 25.399366 26.286249 12.232212 20.017448 11.705316 10.428715 0.0357 0.0397 0.0024 1.132204 1.128737
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.674448 25.090014 47.289348 48.093592 34.417077 35.846334 31.159017 29.780164 0.0374 0.0408 0.0027 1.294258 1.306838
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.567127 26.643823 43.328030 44.257446 30.886411 29.495082 1.628701 0.828723 0.0396 0.0435 0.0023 1.226936 1.227375
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.929627 28.594501 44.468147 45.057191 27.900922 27.466158 1.384448 1.515821 0.0392 0.0431 0.0022 1.243437 1.251405
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.537327 25.310773 35.584683 36.804739 66.488348 68.781166 6.259777 5.203834 0.0422 0.0455 0.0022 1.228086 1.230825
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.375975 25.348799 43.114986 43.715518 36.435558 36.303545 3.815364 3.530491 0.0395 0.0441 0.0032 1.186933 1.193735
2459816 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.377470 20.581395 43.235765 44.489298 46.769307 45.276556 9.383095 7.384057 0.0398 0.0443 0.0029 1.244782 1.236372
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.860942 24.576314 47.088315 47.840239 47.677754 48.107964 12.413623 10.978550 0.0390 0.0444 0.0031 1.195399 1.204022
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 27: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 12.476641 11.021660 12.476641 11.185783 11.554669 8.762721 9.298252 7.208042 6.780571

Antenna 27: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 12.431157 12.431157 11.180321 9.870104 9.388751 9.287308 9.130970 3.198088 7.319971

Antenna 27: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 10.547636 10.547636 9.345240 8.993132 8.308421 8.051737 8.763587 2.084494 2.449178

Antenna 27: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 9.946781 9.946781 9.123839 9.373746 8.861420 7.403630 8.677943 0.614316 1.353559

Antenna 27: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 10.268239 10.268239 9.214124 9.322362 8.828343 7.762423 8.837815 0.628741 1.268361

Antenna 27: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 10.657556 10.657556 9.792057 9.108964 8.579835 6.372534 7.571213 1.324582 2.240787

Antenna 27: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 11.359317 10.166041 11.359317 8.252662 8.823299 6.449466 5.742962 2.621040 1.787478

Antenna 27: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 11.466890 11.466890 10.267496 9.481278 8.855019 6.233230 6.989580 1.829476 2.417900

Antenna 27: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 11.550807 11.550807 10.142314 9.899271 9.339703 8.514249 8.071076 2.427538 2.754086

Antenna 27: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 13.513489 10.716376 9.954942 9.567485 9.132832 13.513489 12.487285 1.421388 2.099581

Antenna 27: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 10.847497 10.847497 9.514527 10.548749 10.001265 10.245355 9.112210 3.427552 4.693718

Antenna 27: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 11.527159 11.527159 10.259875 10.310401 9.811121 7.946013 7.271477 3.722354 4.785770

Antenna 27: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 12.871236 11.732014 12.871236 10.334263 10.690382 7.926886 8.299919 2.581246 1.689264

Antenna 27: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 13.027312 11.825633 13.027312 9.208897 9.717517 7.278014 7.289047 2.569880 1.954608

Antenna 27: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 13.443399 10.729643 13.443399 9.677609 10.261509 9.225999 7.876621 2.398837 1.823300

Antenna 27: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 10.846931 10.846931 9.485339 9.730693 9.182903 9.343693 8.285359 2.878513 3.737157

Antenna 27: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 10.634915 10.634915 9.192438 9.955516 9.204823 10.072616 9.550129 2.906070 3.423811

Antenna 27: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 10.965621 10.762146 9.613195 10.026038 9.485279 10.965621 9.965371 1.816094 2.514390

Antenna 27: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 13.256310 11.893292 13.256310 12.315953 12.592950 10.313147 11.099606 6.125321 5.594657

Antenna 27: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 12.572900 12.572900 10.927041 9.054927 8.400131 10.569973 9.886269 2.339093 3.312180

Antenna 27: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 13.030773 11.355796 13.030773 8.953505 9.589987 8.182683 9.224261 4.522250 3.382243

Antenna 27: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 12.802172 12.802172 11.518862 11.108734 10.519699 7.161582 6.778550 2.485464 3.622376

Antenna 27: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 11.820144 10.244655 11.820144 10.313926 11.063135 8.531745 10.284394 2.781298 2.156535

Antenna 27: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 13.195513 11.980169 10.789078 13.195513 12.764647 9.149557 8.238791 0.761464 1.528622

Antenna 27: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 13.600295 12.065351 13.600295 9.905650 10.661620 11.145932 12.977859 4.499778 3.410342

Antenna 27: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 12.414658 11.354313 10.110384 12.414658 11.942487 11.781581 9.905820 2.628182 2.903911

Antenna 27: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 12.310925 12.113581 10.795751 12.310925 12.092436 10.308091 7.440636 1.879501 2.343958

Antenna 27: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 16.537054 15.358327 16.537054 10.528615 10.830467 6.453503 8.086614 2.728793 2.162088

Antenna 27: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 62.568348 20.038047 18.792130 62.568348 61.943453 19.304722 14.079860 11.784836 17.083091

Antenna 27: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 12.046579 11.372805 10.302135 12.046579 11.617892 9.828826 7.936628 1.618538 2.432357

Antenna 27: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 56.429273 16.076763 14.649496 56.429273 56.036657 10.770802 7.912839 5.852039 7.081630

Antenna 27: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 63.385246 26.127096 24.331899 63.385246 62.431367 15.200050 11.224834 2.594479 3.383645

Antenna 27: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 72.125314 14.951524 13.670539 72.125314 71.318040 30.530178 22.086693 16.491416 10.373604

Antenna 27: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 59.295204 18.182261 16.660850 59.295204 59.085587 9.210042 6.828102 2.133976 3.509144

Antenna 27: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 10.796323 9.558395 8.610332 10.796323 10.407392 1.943859 1.399273 2.121880 3.281331

Antenna 27: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 71.739208 16.248589 15.066285 71.739208 71.583207 15.703872 11.608195 7.667773 10.648204

Antenna 27: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 52.601544 17.115132 18.363346 51.464380 52.601544 29.851168 44.071616 9.242685 6.790639

Antenna 27: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 68.293474 17.888178 19.612655 67.382785 68.293474 13.299165 20.664119 4.780793 9.037249

Antenna 27: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 35.910771 25.453848 27.610930 35.136938 35.910771 18.180258 27.492813 6.883288 4.748040

Antenna 27: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 46.346713 19.115791 20.503286 45.416372 46.346713 7.320063 11.220437 3.104200 2.391139

Antenna 27: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 59.456149 18.255533 16.656437 59.456149 58.209717 31.466069 20.196889 2.724159 4.558123

Antenna 27: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 63.562244 14.943227 13.352441 63.562244 62.806353 26.027818 18.112785 1.437777 2.654846

Antenna 27: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 48.018061 22.692270 24.695852 47.307958 48.018061 10.675261 17.962272 6.216236 4.394597

Antenna 27: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 72.234008 20.567864 22.716616 71.548779 72.234008 10.827541 17.146143 7.113676 4.419824

Antenna 27: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 57.155996 14.287390 16.268004 56.171782 57.155996 5.785917 9.947092 4.874449 2.728143

Antenna 27: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 54.072914 18.538622 16.569230 54.072914 52.946047 11.092462 6.383088 0.996569 2.030676

Antenna 27: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 65.768370 18.146644 20.487109 64.267410 65.768370 15.674992 24.015627 15.624123 12.944328

Antenna 27: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 26.875567 25.335116 22.173891 26.875567 25.720811 13.407343 8.212510 5.236178 7.471831

Antenna 27: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 15.135765 13.289680 15.135765 8.135319 8.673051 2.993093 5.123289 3.384591 2.173018

Antenna 27: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 11.399989 11.399989 10.126242 8.919202 8.214404 3.246567 2.560982 1.809333 3.030764

Antenna 27: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 25.828504 11.203099 12.674631 24.698381 25.828504 14.636747 21.689875 2.772348 1.639251

Antenna 27: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 10.724855 9.280548 10.724855 8.896546 9.601603 2.220640 2.821731 1.604861 0.899183

Antenna 27: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 11.343802 11.343802 10.050477 9.833530 9.197338 2.962749 2.312605 1.855558 3.052500

Antenna 27: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Discontinuties 9.287358 6.873749 6.712056 1.321761 1.531775 1.963027 2.786467 6.511132 9.287358

Antenna 27: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 24.197006 15.058156 17.292991 23.239946 24.197006 6.625330 12.213832 4.307278 3.073892

Antenna 27: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 25.006081 16.930971 15.705515 25.006081 24.263714 4.301543 2.830816 1.275511 2.198011

Antenna 27: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 19.076985 15.233307 15.767442 19.076985 18.597212 4.230887 3.908590 3.059565 3.853944

Antenna 27: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 26.476085 15.176127 13.212253 26.476085 25.248663 10.938813 6.952807 3.236273 4.808046

Antenna 27: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 27.634721 13.021063 15.740823 26.019528 27.634721 15.599037 19.820341 16.795790 16.529423

Antenna 27: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 43.587859 10.228462 20.579512 26.745315 29.618616 21.499591 43.587859 14.565824 20.798783

Antenna 27: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 24.646587 12.546537 18.097178 23.132160 24.646587 10.286407 19.889373 8.066273 16.321466

Antenna 27: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 48.761275 14.671984 16.478365 46.733403 48.761275 7.089812 12.941313 5.273014 5.611307

Antenna 27: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 31.764530 14.717083 13.306326 31.764530 29.978778 21.828349 14.383942 3.564457 3.947988

Antenna 27: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 29.952887 17.095889 15.335704 29.952887 27.950564 28.349798 21.944350 1.107990 1.963570

Antenna 27: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 34.969813 25.004090 25.827178 33.907271 34.969813 21.584638 20.987600 5.503814 4.284333

Antenna 27: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 41.055111 18.824379 16.962860 41.055111 39.725526 16.619516 10.152963 1.500911 2.930332

Antenna 27: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 16.278850 14.141155 16.278850 6.579364 6.701280 2.851572 3.036631 12.691107 8.547926

Antenna 27: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 71.101993 18.774093 17.540563 20.280510 19.300034 71.101993 64.466762 2.102283 2.947827

Antenna 27: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 12.913068 10.285105 12.913068 8.925461 9.910797 -0.002358 -0.556612 1.565102 1.186498

Antenna 27: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 16.670217 14.176609 16.670217 4.615826 4.621565 4.917992 5.364263 10.198939 7.635722

Antenna 27: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Discontinuties 9.372518 2.396144 2.605048 0.025032 -0.797913 3.519174 2.654022 9.372518 4.795947

Antenna 27: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Discontinuties 11.884398 0.742902 0.198574 -0.947548 -0.154074 0.638160 1.736907 5.857192 11.884398

Antenna 27: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 29.840797 20.202762 17.332220 23.562570 22.511192 29.840797 19.904382 2.599711 3.433787

Antenna 27: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 2.612209 2.476446 2.255009 2.612209 2.327024 0.596385 0.597191 0.106871 1.563059

Antenna 27: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Discontinuties 12.015070 5.942544 5.771018 3.222468 3.321429 3.662200 4.853202 8.876617 12.015070

Antenna 27: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 35.228902 31.983481 35.228902 25.165381 26.003809 13.836966 11.574374 3.489348 1.912456

Antenna 27: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Discontinuties 7.974624 -0.348503 0.007238 -0.302542 -1.010644 1.488033 0.898940 7.974624 4.233333

Antenna 27: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Variability 39.895369 32.325830 34.343733 35.891200 36.981507 39.895369 35.942979 7.056712 4.775750

Antenna 27: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape 33.899539 33.899539 29.717577 30.220037 29.288380 31.822004 28.785888 7.080164 9.946328

Antenna 27: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Variability 36.695343 28.808751 26.348217 32.333994 31.548592 33.153678 36.695343 11.852638 14.655764

Antenna 27: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 36.812062 23.422638 25.944644 35.551540 36.812062 24.645816 26.118563 1.862758 0.982565

Antenna 27: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Variability 48.982357 26.194913 24.842043 40.659172 39.837316 45.024101 48.982357 7.124562 8.891619

Antenna 27: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 32.356343 29.300466 27.657832 32.356343 31.717204 25.630320 27.707591 1.276432 1.634395

Antenna 27: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 26.286249 15.856355 19.879022 25.399366 26.286249 12.232212 20.017448 11.705316 10.428715

Antenna 27: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 48.093592 25.090014 24.674448 48.093592 47.289348 35.846334 34.417077 29.780164 31.159017

Antenna 27: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 44.257446 25.567127 26.643823 43.328030 44.257446 30.886411 29.495082 1.628701 0.828723

Antenna 27: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 45.057191 28.594501 26.929627 45.057191 44.468147 27.466158 27.900922 1.515821 1.384448

Antenna 27: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 68.781166 22.537327 25.310773 35.584683 36.804739 66.488348 68.781166 6.259777 5.203834

Antenna 27: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 43.715518 23.375975 25.348799 43.114986 43.715518 36.435558 36.303545 3.815364 3.530491

Antenna 27: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Variability 46.769307 20.581395 18.377470 44.489298 43.235765 45.276556 46.769307 7.384057 9.383095

Antenna 27: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 48.107964 24.576314 22.860942 47.840239 47.088315 48.107964 47.677754 10.978550 12.413623

Antenna 27: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 27: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: